Basic Statistics

Raw Counts

Name Value
Rows 157
Columns 18
Discrete columns 18
Continuous columns 0
All missing columns 0
Missing observations 0
Complete Rows 157
Total observations 2,826
Memory allocation 144.2 Kb

Percentages

Data Structure

Missing Data Profile

Univariate Distribution

Bar Chart (with frequency)

## 13 columns ignored with more than 50 categories.
## residential_customers: 157 categories
## residential_customers_with_arrears_greater_than_60_days: 157 categories
## residential_final_termination_notices: 141 categories
## residential_accounts_terminated: 84 categories
## residential_active_payment_arrangements: 157 categories
## residential_uncollectables: 153 categories
## residential_sales: 157 categories
## residential_arrears_greater_than_60_days_sales: 157 categories
## residential_final_termination_notices_issued_sales: 142 categories
## residential_accounts_terminated_sales: 85 categories
## residential_average_sales: 157 categories
## residential_active_payment_arrangements_sales: 157 categories
## residential_uncollectables_sales: 157 categories

Correlation Analysis

## 14 features with more than 20 categories ignored!
## residential_customers: 157 categories
## residential_customers_with_arrears_greater_than_60_days: 157 categories
## residential_final_termination_notices: 141 categories
## residential_accounts_terminated: 84 categories
## residential_accounts_terminated_percentage: 45 categories
## residential_active_payment_arrangements: 157 categories
## residential_uncollectables: 153 categories
## residential_sales: 157 categories
## residential_arrears_greater_than_60_days_sales: 157 categories
## residential_final_termination_notices_issued_sales: 142 categories
## residential_accounts_terminated_sales: 85 categories
## residential_average_sales: 157 categories
## residential_active_payment_arrangements_sales: 157 categories
## residential_uncollectables_sales: 157 categories

Principal Component Analysis

## 13 features with more than 50 categories ignored!
## residential_customers: 157 categories
## residential_customers_with_arrears_greater_than_60_days: 157 categories
## residential_final_termination_notices: 141 categories
## residential_accounts_terminated: 84 categories
## residential_active_payment_arrangements: 157 categories
## residential_uncollectables: 153 categories
## residential_sales: 157 categories
## residential_arrears_greater_than_60_days_sales: 157 categories
## residential_final_termination_notices_issued_sales: 142 categories
## residential_accounts_terminated_sales: 85 categories
## residential_average_sales: 157 categories
## residential_active_payment_arrangements_sales: 157 categories
## residential_uncollectables_sales: 157 categories